We found that the JAK–STAT signaling pathway, the P53 signaling pathway, the TGF-β signaling pathway, and the WNT signaling pathway are activated in higher-CKAP2L ccRCC samples (Figure 4B). Here, SOAT1 is linked to nonpapillary renal cell carcinoma.